Traditional supplier scorecards are reactive, lagging indicators. This workflow automates the ingestion of OTIF, quality rejections, and incident data from ERP (SAP, Oracle) and QMS systems into a predictive analytics layer. It uses multi-agent orchestration (LangGraph, CrewAI) to normalize data, calculate leading indicators, and flag suppliers at risk of future non-performance. The operational upside comes from shifting from quarterly reviews to continuous monitoring, enabling procurement to address issues 30-60 days earlier, reducing line stoppages by 15-25% and protecting margin.




